2026. Research on Representation Learning Methods for Fault Detection in Complex Mechanical Systems Based on Graph Neural Networks. Proceedings of the Institution of Mechanical Engineers, Part I: Journal of Systems and Control Engineering. 240, 9 (Aug. 2026). DOI:https://doi.org/10.64229/7ar0q309.